🇫🇷 Yellow Pages France Scraper - Emails & Leads

Scrape businesses from PagesJaunes (Yellow Pages France) (pagesjaunes.fr): name, address, phone, website, rating, review count, opening hours, services, SIRET and company details. Export to JSON, CSV or Excel, or call it as an API. Paste a PagesJaunes search URL, or give search terms and locations, and press Start. Emails too: employee emails found on each business website (PagesJaunes does not publish business emails on its pages).

Target website: PagesJaunes (Yellow Pages France) (pagesjaunes.fr)

✨ Features of this PagesJaunes business scraper

• Email extraction — employee emails found on each business website (PagesJaunes does not publish business emails on its pages).
• Business listing extraction — name, address, activity, services, rating, review count and a short description from any PagesJaunes search or category page.
• Pagination support — walks the result pages of each search until it has the number of businesses you asked for.
• Search terms and locations — give any number of terms and locations; every term is searched in every location.
• Business page details — optional: opens each business page for the phone number, website, full description, coordinates, opening hours, payment methods and company data (SIRET, SIREN, NAF code, legal form, employees). On by default, because PagesJaunes only shows phone numbers and websites there.
• Employee contacts (leads) — optional: finds employee names, roles, emails and LinkedIn links from each business's website.
• Cache, new and changed businesses only — use one cache name across scheduled runs and skip businesses you already have.
• No proxy needed — pages are loaded by the Actor's built-in service, so you leave proxies off.

🚀 How to scrape PagesJaunes businesses in 5 steps

1. Sign up for a free Apify account — includes $5 monthly credit.
2. Open the actor page and click Try for free.
3. Paste PagesJaunes search URLs, or fill in Search terms and Locations.
4. Click Start and wait for the run to complete.
5. Download results from the Output tab in JSON, CSV, or Excel format.

You can also run this actor via the Apify API or integrate it directly into your workflows using Zapier, Make, or n8n.

💰 Pricing for the PagesJaunes scraper

This actor uses pay-per-result billing based on the compute units a run consumes.

• New Apify accounts include $5 of free monthly credit.
• It reads the data straight from the directory's pages instead of driving a browser, so it costs significantly less to run than browser-based scrapers.
• Business pages (the Scrape business pages option) are charged separately, per business whose page is opened, on top of the result price. Runs with business pages off pay only the standard result price.
• Employee contacts are charged separately, and only when the lookup successfully returns a list of contacts: every business you are charged for comes with at least one contact. The charge is once per business, not per contact. Businesses with no website, or where no contacts are found, are not charged for it.
• Businesses skipped by the cache are not charged.

🖼️ PagesJaunes scraper input screenshot

Numbered labels in the screenshot:

1. Search or business URLs — the search result pages or business pages to scrape.
2. Max items per search — how many businesses to save for each search.
3. Cache project name — reuse the same name on scheduled runs to get only new and changed businesses.
4. Find employee contacts (leads) — look up each business website for employee contacts (charged separately, only when contacts are found).
5. Scrape business pages — open every business page for extra details (charged separately per business page).

Search terms and Locations (in the collapsible optional section) and the proxy settings sit below these fields.

🔧 PagesJaunes scraper input configuration

Field	Type	Required	Default	Description
Search or business URLs (startUrls)	array	—	example search (prefill)	PagesJaunes search result pages, category pages or single business pages, for example https://www.pagesjaunes.fr/annuaire/chercherlespros?quoiqui=plombier&ou=Paris or https://www.pagesjaunes.fr/pros/09583189. Leave empty to use the search terms and locations below.
Max items per search (maxItems)	integer	—	5	Maximum businesses saved for each search. Searches show a limited number of result pages; for more, use narrower searches (more search terms or locations).
Cache project name (cacheProjectName)	string	—	—	Same name on each run = only new and changed businesses.
Find employee contacts (enrichLeads)	boolean	—	false	Looks up each business's website for employee contacts and adds them as a leads array. Needs the business to have a website. Charged only when the lookup successfully returns a list of contacts (at least one per charged business): once per business, not per contact; nothing when none are found.
Scrape business pages (scrapeDetails)	boolean	—	true	Open every business page: phone number, website, full description, coordinates, opening hours, payment methods and company data (SIRET, SIREN, NAF code, legal form, employees). PagesJaunes only shows phone numbers and websites on the business page, so this is on by default. Adds a separate charge per business page opened, on top of the normal result price.
Search terms (searchTerms)	array	—	—	What to search for, in French, for example plombier, dentiste or restaurant italien. Each term is searched in every location.
Locations (locations)	array	—	—	Where to search, for example Paris, Lyon or Marseille. Each location is searched for every search term.
Proxy configuration (proxyConfiguration)	object	—	no proxy	Not needed: pages are loaded by the Actor's built-in service.

Supported URL types:

• Search: https://www.pagesjaunes.fr/annuaire/chercherlespros?quoiqui=plombier&ou=Paris
• Category page: https://www.pagesjaunes.fr/annuaire/paris-75/plombiers
• Business page: https://www.pagesjaunes.fr/pros/09583189

📦 PagesJaunes scraper output data

The output is a dataset of business records with the fields businessId, name, url, phone, address, street, postalCode, city, categories, tags, website, rating, ratingCount, openStatus, snippet, imageUrl, description, latitude, longitude, hours, paymentMethods, siret, siren, nafCode, legalForm, employees, companyCreated, leads, changeType, searchUrl, scrapedAt. The dataset has 2 views:

• Overview — name, phone, address, category, website, rating and number of reviews.
• Contacts — name, phone, email, website and city of each business.

Output at a glance:

Business	Phone	Address	Category	Website	Rating	Reviews
GZ Services BTP	+33 6 64 04 30 39	13 Bis avenue La Motte Picquet 75007 Par	dépannage plomberie	—	4.6	18
Artisan Bernard et Sylvestre	+33 1 44 40 02 61	4 rue Mademoiselle 75015 Paris	plombiers	https://www.electricien-paris-15-artisan	4.2	93

Sample output (raw JSON):

[
  {
    "businessId": "62373685",
    "name": "GZ Services BTP",
    "url": "https://www.pagesjaunes.fr/pros/62373685",
    "address": "13 Bis avenue La Motte Picquet 75007 Paris",
    "street": "13 Bis avenue La Motte Picquet",
    "postalCode": "75007",
    "city": "Paris",
    "categories": [
      "dépannage plomberie"
    ],
    "tags": [
      "débouchage de canalisation de wc",
      "entretien de chauffe-eau"
    ],
    "rating": 4.6,
    "ratingCount": 18,
    "openStatus": "Ouvert jusqu'à 21h00",
    "snippet": "Entreprise Générale de bâtiment. Nous effectuons tous vos travaux de rénovation d'appartement: peinture, rénovation des sols carrelage et parquet, plomberie, électricité, chauffage, et sanitaire. Spécialiste de l'agencement, de la création et de la rénovation de salle de bain et salle de bain PMR. Faire appel à notre entreprise c'est l'assurance d 'avoir un seul interlocuteur pour tous vos travaux du bâtiment. Nous disposons également d'un service de dépannage en urgence pour vos travaux de plomberie, chauffage, électricité, serrurerie, et vitrerie. intervention en urgence sur Paris, 92,93, 94 et 95. Etudes et devis gratuits. . Ouvert en Juillet et Aout. GZ Service BTP la garantie du travail bien fait !!",
    "imageUrl": "https://www.pagesjaunes.fr/media/newdam/preset-thumbnail-logo-desktop/e7/96/2f/00/00/82/14/2d/f8/a3/69efe7962f000082142df8a3/69efe7962f000082142df8a4.jpg",
    "searchUrl": "https://www.pagesjaunes.fr/annuaire/chercherlespros?quoiqui=plombier&ou=Paris",
    "phone": "+33 6 64 04 30 39",
    "description": "Entreprise Générale de bâtiment. Nous effectuons tous vos travaux de rénovation d'appartement: peinture, rénovation des sols carrelage et parquet, plomberie, électricité, chauffage, et sanitaire. Spécialiste de l'agencement, de la création et de la rénovation de salle de bain et salle de bain PMR. Faire appel à notre entreprise c'est l'assurance d 'avoir un seul interlocuteur pour tous vos travaux du bâtiment. Nous disposons également d'un service de dépannage en urgence pour vos travaux de plomberie, chauffage, électricité, serrurerie, et vitrerie. intervention en urgence sur Paris, 92,93, 94 et 95. Etudes et devis gratuits. . Ouvert en Juillet et Aout. GZ Service BTP la garantie du travail bien fait !!",
    "latitude": 48.85614,
    "longitude": 2.30864,
    "hours": "Mon: 08:00-21:00; Tue: 08:00-21:00; Wed: 08:00-21:00; Thu: 08:00-21:00; Fri: 08:00-21:00; Sun: 08:00-21:00",
    "paymentMethods": [
      "Espèces",
      "American Express"
    ],
    "siret": "95353692700015",
    "siren": "953536927",
    "nafCode": "4120A",
    "legalForm": "SAS, société par actions simplifiée",
    "companyCreated": "15 juin 2023",
    "leads": [],
    "changeType": null,
    "scrapedAt": "2026-10-22T11:10:24.075Z"
  },
  {
    "businessId": "09583189",
    "name": "Artisan Bernard et Sylvestre",
    "url": "https://www.pagesjaunes.fr/pros/09583189",
    "address": "4 rue Mademoiselle 75015 Paris",
    "street": "4 rue Mademoiselle",
    "postalCode": "75015",
    "city": "Paris",
    "categories": [
      "plombiers"
    ],
    "tags": [
      "urgence plomberie",
      "débouchage de canalisation"
    ],
    "rating": 4.2,
    "ratingCount": 93,
    "openStatus": "Ouvert jusqu'à 19h00",
    "snippet": "Artisans, électricien, plombier, chauffagiste depuis 1990, nous réalisons vos travaux avec rigueur et passion. Basés au 4, rue Mademoiselle Paris, XVe. nous sommes spécialisés dans l’électricité, la plomberie-chauffage et la rénovation immobilière tous corps d’état. Mise aux normes, rénovation complète d’appartement, dépannage, salle de bain clé en main : chaque corps de métier est géré par un pro qualifié. Artisans Bernard et Sylvestre, c’est le respect du travail bien fait, des finitions propres, et un engagement total pour votre confort. Devis gratuit, réactivité, sérieux. Travaux garantie pendant deux ans, suivi d’une assurance décennale chez AXA.. diplômé en 1990, Maison, fondée en 2004",
    "imageUrl": "https://www.pagesjaunes.fr/media/newdam/preset-thumbnail-logo-desktop/17/da/32/00/00/fa/3d/eb/87/86/687217da320000fa3deb8786/687217da320000fa3deb8787.jpg",
    "searchUrl": "https://www.pagesjaunes.fr/annuaire/chercherlespros?quoiqui=plombier&ou=Paris",
    "phone": "+33 1 44 40 02 61",
    "website": "https://www.electricien-paris-15-artisan-bernard-sylvestre.fr/",
    "description": "Artisans, électricien, plombier, chauffagiste depuis 1990, nous réalisons vos travaux avec rigueur et passion. Basés au 4, rue Mademoiselle Paris, XVe. nous sommes spécialisés dans l’électricité, la plomberie-chauffage et la rénovation immobilière tous corps d’état. Mise aux normes, rénovation complète d’appartement, dépannage, salle de bain clé en main : chaque corps de métier est géré par un pro qualifié. Artisans Bernard et Sylvestre, c’est le respect du travail bien fait, des finitions propres, et un engagement total pour votre confort. Devis gratuit, réactivité, sérieux. Travaux garantie pendant deux ans, suivi d’une assurance décennale chez AXA.. diplômé en 1990, Maison, fondée en 2004",
    "latitude": 48.843517,
    "longitude": 2.294142,
    "hours": "Mon: 07:00-19:00; Tue: 07:00-19:00; Wed: 07:00-19:00; Thu: 07:00-19:00; Fri: 07:00-19:00; Sat: 07:00-19:00; Sun: 08:00-18:00",
    "paymentMethods": [
      "Visa",
      "Chèque"
    ],
    "siret": "45393198200046",
    "siren": "453931982",
    "nafCode": "4322A",
    "legalForm": "SAS, société par actions simplifiée",
    "employees": "1 à 2 salariés",
    "companyCreated": "1 juin 2004",
    "leads": [],
    "changeType": null,
    "scrapedAt": "2026-10-22T11:10:24.168Z"
  }
]

📧 How to find PagesJaunes business emails and employee contacts (email enrichment)

Switch on Find employee contacts and the actor looks up each business's website and adds a leads array with employee names, roles, departments, emails, phone numbers and LinkedIn links when they can be found. The leads field is always present on every record: it is an empty array when the business has no website or nothing was found. The contacts charge is applied only when the lookup successfully returns a list of contacts, so every charged business has at least one lead. It is charged once per business, not per contact, and never when leads is empty. The lookup runs once per business website.

name	email	position
Jane Example	jane@example.com	Owner
John Sample	john@example.com	Office manager

🔁 Scrape only new PagesJaunes businesses with the cache

Set the same Cache project name on every scheduled run. Businesses already saved under that name and unchanged are skipped: they are not charged and do not count towards Max items per search. New businesses get changeType: "new" and businesses whose phone, address, website or rating changed get changeType: "updated". Each name keeps its own separate cache. Add the actor to an Apify Schedule to track new businesses in a category and area automatically.

🐍 How to scrape PagesJaunes with Python, JavaScript or the API

Run the actor programmatically with the official Apify clients. Replace <YOUR_API_TOKEN> with the token from your Apify Console.

Python (pip install apify-client):

from apify_client import ApifyClient

client = ApifyClient("<YOUR_API_TOKEN>")

run = client.actor("confidential_gnat/yellowpages-france-scraper").call(run_input={
        "searchTerms": [
            "plombier"
        ],
        "locations": [
            "Paris"
        ],
        "maxItems": 20,
        "scrapeDetails": True,
        "enrichLeads": True
    })

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

JavaScript (npm install apify-client):

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_API_TOKEN>' });

const run = await client.actor('confidential_gnat/yellowpages-france-scraper').call({
        "searchTerms": [
            "plombier"
        ],
        "locations": [
            "Paris"
        ],
        "maxItems": 20,
        "scrapeDetails": true,
        "enrichLeads": true
    });

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

cURL — start a run and wait for the dataset:

curl -X POST "https://api.apify.com/v2/acts/confidential_gnat~yellowpages-france-scraper/run-sync-get-dataset-items?token=<YOUR_API_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"searchTerms": ["plombier"], "locations": ["Paris"], "maxItems": 20, "scrapeDetails": true, "enrichLeads": true}'

💡 What you can use PagesJaunes business data for

• Lead generation: phone numbers, websites and emails of local businesses by category and area
• Sales prospecting with employee names, roles and emails from each company website
• Local market research and competitor mapping by category, city and rating
• Building and enriching CRM and mailing lists
• Monitoring new businesses and changes in a category with scheduled cached runs

Sales teams, marketing agencies, recruiters and market researchers typically use this data across services, trades, retail and hospitality.

⚠️ Limitations of the PagesJaunes scraper

• Phone and website need business pages — PagesJaunes only shows phone numbers and websites on each business page, so keep Scrape business pages on for them.
• Result depth — one search shows a limited number of result pages; for more businesses use more search terms and locations.
• French content — descriptions, categories and tags are in French.
• Ratings — ratings and counts are only present for businesses that have reviews.
• Login-required content — nothing behind a login is collected.

❓ PagesJaunes scraper FAQ

Can I scrape PagesJaunes (Yellow Pages France) legally?

The actor only collects data that is already publicly visible on PagesJaunes (Yellow Pages France) — no login, paywall or private content is accessed. Scraping publicly available data is generally considered lawful (see hiQ Labs v. LinkedIn), but you are responsible for complying with the site's Terms of Service and applicable laws such as GDPR or CCPA, since business listings can contain personal data such as names, phone numbers and emails.

What data does the PagesJaunes scraper return?

Each record has the business name, phone, address, categories, website, rating and more. With business pages on you also get the phone number, website, full description, coordinates, opening hours, payment methods and company data (SIRET, SIREN, NAF code, legal form, employees). With employee contacts on, each record also has a leads array with employee names, roles and emails: employee emails found on each business website (PagesJaunes does not publish business emails on its pages).

How many businesses can I scrape from one PagesJaunes search?

maxItems limits the businesses saved for each search URL, not the whole run. A search shows a limited number of result pages; to collect more, use several search terms and locations.

Do I need a proxy to scrape pagesjaunes.fr?

No. Pages are loaded by the Actor's built-in service, so you leave the proxy off.

How do I find emails of businesses on PagesJaunes (Yellow Pages France)?

Switch on Find employee contacts: the actor looks up each business's website and adds employee names, roles and emails to a leads array. It is charged separately and only when the lookup successfully returns contacts: once per business, with at least one lead in every charged record, and nothing when leads is empty.

How do I scrape PagesJaunes with Python?

Use the Python example above: call the actor with the Apify client and iterate over the dataset items.

Can I run this PagesJaunes scraper on a schedule?

Yes. Use Apify Schedules to run it daily or weekly. Set a Cache project name and each run returns only new and changed businesses; businesses already seen and unchanged are skipped and not charged.

What output formats are supported?

JSON, CSV, Excel, XML and RSS, either from the Output tab or through the Apify API.

🔗 Other Yellow Pages scrapers by country

Scraper	Description
🇺🇸 Yellow Pages USA Scraper - Emails & Leads	US businesses from yellowpages.com: phones, websites, emails and contacts.
🇨🇦 Yellow Pages Canada Scraper - Emails & Leads	Canadian businesses from yellowpages.ca: phones, websites, hours and contacts.
🇬🇧 Yellow Pages UK Scraper - Emails & Leads	UK businesses from Yell (yell.com): phones, websites, ratings and contacts.
🇩🇪 Yellow Pages Germany Scraper - Emails & Leads	German businesses from Gelbe Seiten: phones, websites, ratings and contacts.
🇮🇹 Yellow Pages Italy Scraper - Emails & Leads	Italian businesses from Pagine Gialle: phones, websites, VAT and contacts.
🇦🇺 Yellow Pages Australia Scraper - Emails & Leads	Australian businesses from yellowpages.com.au: phones, emails, ABN and contacts.
🇪🇸 Páginas Amarillas Spain (Yellow Pages) Business Scraper	Spanish businesses from Páginas Amarillas: name, phone, address and more.

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💬 Support & contact

If you encounter any issues or have questions, please open an issue or reach out via the Apify Community Forum.

You can also find more of our actors on the Actor Flow page.